Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 63 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 1 |
| Duplicate rows (%) | 1.6% |
| Total size in memory | 8.4 KiB |
| Average record size in memory | 136.0 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 1 |
| Dataset has 1 (1.6%) duplicate rows | Duplicates |
METABOLITE 0 is highly overall correlated with METABOLITE 1 and 11 other fields | High correlation |
METABOLITE 1 is highly overall correlated with METABOLITE 0 and 12 other fields | High correlation |
METABOLITE 2 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 3 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 4 is highly overall correlated with METABOLITE 0 and 11 other fields | High correlation |
METABOLITE 5 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 6 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 7 is highly overall correlated with METABOLITE 0 and 12 other fields | High correlation |
METABOLITE 8 is highly overall correlated with METABOLITE 0 and 12 other fields | High correlation |
METABOLITE 9 is highly overall correlated with METABOLITE 1 and 9 other fields | High correlation |
METABOLITE 10 is highly overall correlated with METABOLITE 0 and 11 other fields | High correlation |
METABOLITE 11 is highly overall correlated with METABOLITE 2 and 5 other fields | High correlation |
METABOLITE 12 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 13 is highly overall correlated with METABOLITE 0 and 13 other fields | High correlation |
METABOLITE 14 is highly overall correlated with METABOLITE 0 and 10 other fields | High correlation |
Reproduction
| Analysis started | 2023-10-16 17:59:22.800883 |
|---|---|
| Analysis finished | 2023-10-16 18:00:27.637502 |
| Duration | 1 minute and 4.84 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
METABOLITE 0
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.89757614 |
| Minimum | -0.25570496 |
|---|---|
| Maximum | 1.9074532 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3 |
| Negative (%) | 4.8% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | -0.25570496 |
|---|---|
| 5-th percentile | 0.059008629 |
| Q1 | 0.49368502 |
| median | 0.89515216 |
| Q3 | 1.293577 |
| 95-th percentile | 1.6863258 |
| Maximum | 1.9074532 |
| Range | 2.1631582 |
| Interquartile range (IQR) | 0.799892 |
Descriptive statistics
| Standard deviation | 0.54145659 |
|---|---|
| Coefficient of variation (CV) | 0.60324307 |
| Kurtosis | -0.84395646 |
| Mean | 0.89757614 |
| Median Absolute Deviation (MAD) | 0.41056964 |
| Skewness | -0.11353469 |
| Sum | 56.547297 |
| Variance | 0.29317524 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.452869757 | 2 | 3.2% |
| 1.507485706 | 1 | 1.6% |
| 1.541666923 | 1 | 1.6% |
| 1.671493954 | 1 | 1.6% |
| 0.3226945007 | 1 | 1.6% |
| 1.56711569 | 1 | 1.6% |
| 0.08698385202 | 1 | 1.6% |
| 0.5797557018 | 1 | 1.6% |
| 0.5349057935 | 1 | 1.6% |
| 1.310113883 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| -0.2557049628 | 1 | |
| -0.190198383 | 1 | |
| -0.02431565517 | 1 | |
| 0.05590027107 | 1 | |
| 0.08698385202 | 1 | |
| 0.1510846284 | 1 | |
| 0.1579401511 | 1 | |
| 0.2271325444 | 1 | |
| 0.2336812515 | 1 | |
| 0.3226945007 | 1 |
| Value | Count | Frequency (%) |
| 1.90745319 | 1 | |
| 1.893777335 | 1 | |
| 1.756200398 | 1 | |
| 1.687973836 | 1 | |
| 1.671493954 | 1 | |
| 1.648198178 | 1 | |
| 1.56711569 | 1 | |
| 1.55679231 | 1 | |
| 1.541666923 | 1 | |
| 1.507485706 | 1 |
METABOLITE 1
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0489948 |
| Minimum | -0.3417621 |
|---|---|
| Maximum | 2.1177288 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.6% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | -0.3417621 |
|---|---|
| 5-th percentile | 0.17100518 |
| Q1 | 0.59309095 |
| median | 1.0972481 |
| Q3 | 1.463798 |
| 95-th percentile | 1.9368497 |
| Maximum | 2.1177288 |
| Range | 2.4594909 |
| Interquartile range (IQR) | 0.87070703 |
Descriptive statistics
| Standard deviation | 0.57498131 |
|---|---|
| Coefficient of variation (CV) | 0.54812597 |
| Kurtosis | -0.74595068 |
| Mean | 1.0489948 |
| Median Absolute Deviation (MAD) | 0.43085351 |
| Skewness | -0.16235178 |
| Sum | 66.086674 |
| Variance | 0.33060351 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.152910444 | 2 | 3.2% |
| 1.117505424 | 1 | 1.6% |
| 1.746425942 | 1 | 1.6% |
| 1.898248878 | 1 | 1.6% |
| 0.5750239752 | 1 | 1.6% |
| 1.057140273 | 1 | 1.6% |
| 0.3841823485 | 1 | 1.6% |
| 0.6528530051 | 1 | 1.6% |
| 0.4962313161 | 1 | 1.6% |
| 1.402855475 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| -0.3417621028 | 1 | |
| 0.11947325 | 1 | |
| 0.1272332308 | 1 | |
| 0.1670065525 | 1 | |
| 0.2069927937 | 1 | |
| 0.2174829001 | 1 | |
| 0.2407325332 | 1 | |
| 0.3027177057 | 1 | |
| 0.3628571149 | 1 | |
| 0.3841823485 | 1 |
| Value | Count | Frequency (%) |
| 2.117728792 | 1 | |
| 2.044287273 | 1 | |
| 1.965646101 | 1 | |
| 1.94113872 | 1 | |
| 1.898248878 | 1 | |
| 1.870308028 | 1 | |
| 1.746425942 | 1 | |
| 1.744470272 | 1 | |
| 1.730813749 | 1 | |
| 1.722965823 | 1 |
METABOLITE 2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.95542231 |
| Minimum | -0.27933275 |
|---|---|
| Maximum | 2.7634306 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.6% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | -0.27933275 |
|---|---|
| 5-th percentile | 0.1116213 |
| Q1 | 0.47875855 |
| median | 0.91043834 |
| Q3 | 1.4211876 |
| 95-th percentile | 1.9586711 |
| Maximum | 2.7634306 |
| Range | 3.0427634 |
| Interquartile range (IQR) | 0.94242903 |
Descriptive statistics
| Standard deviation | 0.64289802 |
|---|---|
| Coefficient of variation (CV) | 0.67289408 |
| Kurtosis | 0.26218664 |
| Mean | 0.95542231 |
| Median Absolute Deviation (MAD) | 0.48960354 |
| Skewness | 0.68131509 |
| Sum | 60.191606 |
| Variance | 0.41331786 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6477345452 | 2 | 3.2% |
| 1.168009781 | 1 | 1.6% |
| 0.9882383506 | 1 | 1.6% |
| 1.759292002 | 1 | 1.6% |
| 0.7426445034 | 1 | 1.6% |
| 1.470603106 | 1 | 1.6% |
| 0.3605928493 | 1 | 1.6% |
| 0.5440529801 | 1 | 1.6% |
| 0.420834801 | 1 | 1.6% |
| 1.269216839 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| -0.2793327468 | 1 | |
| 0.04451037679 | 1 | |
| 0.08172396222 | 1 | |
| 0.1035231807 | 1 | |
| 0.1845043475 | 1 | |
| 0.1939768149 | 1 | |
| 0.2102723486 | 1 | |
| 0.2115213948 | 1 | |
| 0.2397648811 | 1 | |
| 0.3513020315 | 1 |
| Value | Count | Frequency (%) |
| 2.763430641 | 1 | |
| 2.661106142 | 1 | |
| 2.184147999 | 1 | |
| 1.96297205 | 1 | |
| 1.919962761 | 1 | |
| 1.837392665 | 1 | |
| 1.77919319 | 1 | |
| 1.772577869 | 1 | |
| 1.759292002 | 1 | |
| 1.709901387 | 1 |
METABOLITE 3
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.90098967 |
| Minimum | -0.27237786 |
|---|---|
| Maximum | 2.5082544 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | 3.2% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | -0.27237786 |
|---|---|
| 5-th percentile | 0.078484297 |
| Q1 | 0.42240223 |
| median | 0.80593674 |
| Q3 | 1.2526599 |
| 95-th percentile | 1.8691919 |
| Maximum | 2.5082544 |
| Range | 2.7806322 |
| Interquartile range (IQR) | 0.83025767 |
Descriptive statistics
| Standard deviation | 0.6181465 |
|---|---|
| Coefficient of variation (CV) | 0.68607501 |
| Kurtosis | -0.1258708 |
| Mean | 0.90098967 |
| Median Absolute Deviation (MAD) | 0.40610236 |
| Skewness | 0.56730144 |
| Sum | 56.762349 |
| Variance | 0.38210509 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6224941696 | 2 | 3.2% |
| 1.148858578 | 1 | 1.6% |
| 1.043107675 | 1 | 1.6% |
| 1.742149065 | 1 | 1.6% |
| 0.6359577627 | 1 | 1.6% |
| 1.342551087 | 1 | 1.6% |
| 0.3330920794 | 1 | 1.6% |
| 0.4623669162 | 1 | 1.6% |
| 0.3577351327 | 1 | 1.6% |
| 1.116631269 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| -0.2723778626 | 1 | |
| -0.01526739441 | 1 | |
| 0.03469926614 | 1 | |
| 0.07731338913 | 1 | |
| 0.0890224653 | 1 | |
| 0.1649084444 | 1 | |
| 0.2053485438 | 1 | |
| 0.2255840386 | 1 | |
| 0.2581489476 | 1 | |
| 0.2633128159 | 1 |
| Value | Count | Frequency (%) |
| 2.508254359 | 1 | |
| 2.474771602 | 1 | |
| 2.016850715 | 1 | |
| 1.877674337 | 1 | |
| 1.79285046 | 1 | |
| 1.751904014 | 1 | |
| 1.742149065 | 1 | |
| 1.715012693 | 1 | |
| 1.678872138 | 1 | |
| 1.663690683 | 1 |
METABOLITE 4
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.65158539 |
| Minimum | -0.19071126 |
|---|---|
| Maximum | 1.7224313 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 5 |
| Negative (%) | 7.9% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | -0.19071126 |
|---|---|
| 5-th percentile | -0.028085595 |
| Q1 | 0.26909912 |
| median | 0.64801957 |
| Q3 | 1.0330405 |
| 95-th percentile | 1.3700101 |
| Maximum | 1.7224313 |
| Range | 1.9131425 |
| Interquartile range (IQR) | 0.76394141 |
Descriptive statistics
| Standard deviation | 0.46625865 |
|---|---|
| Coefficient of variation (CV) | 0.71557566 |
| Kurtosis | -0.69030928 |
| Mean | 0.65158539 |
| Median Absolute Deviation (MAD) | 0.38670628 |
| Skewness | 0.18837446 |
| Sum | 41.04988 |
| Variance | 0.21739713 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6480195654 | 2 | 3.2% |
| 0.2768849486 | 1 | 1.6% |
| 1.38070569 | 1 | 1.6% |
| 1.265164501 | 1 | 1.6% |
| 0.5448036739 | 1 | 1.6% |
| 1.08256524 | 1 | 1.6% |
| 0.3045296088 | 1 | 1.6% |
| 0.4446979341 | 1 | 1.6% |
| -0.1551917685 | 1 | 1.6% |
| 0.6118588566 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| -0.1907112596 | 1 | |
| -0.1551917685 | 1 | |
| -0.100157222 | 1 | |
| -0.02968606408 | 1 | |
| -0.01368137579 | 1 | |
| 0.01443570706 | 1 | |
| 0.04222562737 | 1 | |
| 0.05211005847 | 1 | |
| 0.1034948752 | 1 | |
| 0.1641874507 | 1 |
| Value | Count | Frequency (%) |
| 1.722431251 | 1 | |
| 1.645549807 | 1 | |
| 1.526578485 | 1 | |
| 1.38070569 | 1 | |
| 1.273750065 | 1 | |
| 1.265164501 | 1 | |
| 1.263096719 | 1 | |
| 1.18631994 | 1 | |
| 1.160675913 | 1 | |
| 1.118656997 | 1 |
METABOLITE 5
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.099531 |
| Minimum | -0.17163036 |
|---|---|
| Maximum | 2.2056169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.6% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | -0.17163036 |
|---|---|
| 5-th percentile | 0.26982812 |
| Q1 | 0.66999759 |
| median | 1.1124538 |
| Q3 | 1.5385034 |
| 95-th percentile | 2.0269436 |
| Maximum | 2.2056169 |
| Range | 2.3772473 |
| Interquartile range (IQR) | 0.86850577 |
Descriptive statistics
| Standard deviation | 0.57461052 |
|---|---|
| Coefficient of variation (CV) | 0.52259601 |
| Kurtosis | -0.7223843 |
| Mean | 1.099531 |
| Median Absolute Deviation (MAD) | 0.45171347 |
| Skewness | -0.009051649 |
| Sum | 69.270454 |
| Variance | 0.33017725 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8267870995 | 2 | 3.2% |
| 1.624077346 | 1 | 1.6% |
| 2.027793246 | 1 | 1.6% |
| 1.201443598 | 1 | 1.6% |
| 0.7853359478 | 1 | 1.6% |
| 1.629655941 | 1 | 1.6% |
| 0.3358239 | 1 | 1.6% |
| 0.6863028377 | 1 | 1.6% |
| 0.3371107751 | 1 | 1.6% |
| 1.095998173 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| -0.1716303562 | 1 | |
| 0.06946784832 | 1 | |
| 0.1190003537 | 1 | |
| 0.2624952529 | 1 | |
| 0.3358239 | 1 | |
| 0.3371107751 | 1 | |
| 0.3538536581 | 1 | |
| 0.3645903969 | 1 | |
| 0.3808145356 | 1 | |
| 0.4375093944 | 1 |
| Value | Count | Frequency (%) |
| 2.205616919 | 1 | |
| 2.144022415 | 1 | |
| 2.105736133 | 1 | |
| 2.027793246 | 1 | |
| 2.019297203 | 1 | |
| 1.943677038 | 1 | |
| 1.915992594 | 1 | |
| 1.886707151 | 1 | |
| 1.701832695 | 1 | |
| 1.681243048 | 1 |
METABOLITE 6
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1954257 |
| Minimum | -0.22123189 |
|---|---|
| Maximum | 2.4235563 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.6% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | -0.22123189 |
|---|---|
| 5-th percentile | 0.32966833 |
| Q1 | 0.6727538 |
| median | 1.2289467 |
| Q3 | 1.6732326 |
| 95-th percentile | 2.0310971 |
| Maximum | 2.4235563 |
| Range | 2.6447882 |
| Interquartile range (IQR) | 1.0004788 |
Descriptive statistics
| Standard deviation | 0.60109761 |
|---|---|
| Coefficient of variation (CV) | 0.50283144 |
| Kurtosis | -0.6813521 |
| Mean | 1.1954257 |
| Median Absolute Deviation (MAD) | 0.47345797 |
| Skewness | -0.10017744 |
| Sum | 75.311817 |
| Variance | 0.36131833 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.797439393 | 2 | 3.2% |
| 1.702404709 | 1 | 1.6% |
| 1.800547932 | 1 | 1.6% |
| 1.451379158 | 1 | 1.6% |
| 0.8857560083 | 1 | 1.6% |
| 1.85677867 | 1 | 1.6% |
| 0.3022043795 | 1 | 1.6% |
| 0.7029587156 | 1 | 1.6% |
| 0.581846049 | 1 | 1.6% |
| 1.197824192 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| -0.2212318942 | 1 | |
| 0.09428807318 | 1 | |
| 0.3022043795 | 1 | |
| 0.3284212517 | 1 | |
| 0.340892059 | 1 | |
| 0.3544905527 | 1 | |
| 0.3730370397 | 1 | |
| 0.4390056618 | 1 | |
| 0.5180213768 | 1 | |
| 0.5329331549 | 1 |
| Value | Count | Frequency (%) |
| 2.423556319 | 1 | |
| 2.352050548 | 1 | |
| 2.226297803 | 1 | |
| 2.032128423 | 1 | |
| 2.021815077 | 1 | |
| 1.974420011 | 1 | |
| 1.963852307 | 1 | |
| 1.920123414 | 1 | |
| 1.85677867 | 1 | |
| 1.818054131 | 1 |
METABOLITE 7
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.77710819 |
| Minimum | -0.08133642 |
|---|---|
| Maximum | 1.7802098 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.6% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | -0.08133642 |
|---|---|
| 5-th percentile | 0.10423934 |
| Q1 | 0.38190453 |
| median | 0.69659551 |
| Q3 | 1.1970762 |
| 95-th percentile | 1.4788114 |
| Maximum | 1.7802098 |
| Range | 1.8615462 |
| Interquartile range (IQR) | 0.81517166 |
Descriptive statistics
| Standard deviation | 0.45938409 |
|---|---|
| Coefficient of variation (CV) | 0.5911456 |
| Kurtosis | -0.93374441 |
| Mean | 0.77710819 |
| Median Absolute Deviation (MAD) | 0.35983428 |
| Skewness | 0.14528647 |
| Sum | 48.957816 |
| Variance | 0.21103374 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6952694334 | 2 | 3.2% |
| 1.344521711 | 1 | 1.6% |
| 1.187991715 | 1 | 1.6% |
| 1.288260532 | 1 | 1.6% |
| 0.5779375849 | 1 | 1.6% |
| 1.780209809 | 1 | 1.6% |
| 0.3367612265 | 1 | 1.6% |
| 0.4992779121 | 1 | 1.6% |
| 0.2876704767 | 1 | 1.6% |
| 1.401200877 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| -0.08133642022 | 1 | |
| 0.003278036331 | 1 | |
| 0.06623800745 | 1 | |
| 0.1035673955 | 1 | |
| 0.110286803 | 1 | |
| 0.1384182605 | 1 | |
| 0.1728822138 | 1 | |
| 0.2498801238 | 1 | |
| 0.2661718799 | 1 | |
| 0.2876704767 | 1 |
| Value | Count | Frequency (%) |
| 1.780209809 | 1 | |
| 1.648490792 | 1 | |
| 1.497260586 | 1 | |
| 1.486059917 | 1 | |
| 1.41357495 | 1 | |
| 1.401200877 | 1 | |
| 1.366384578 | 1 | |
| 1.361281265 | 1 | |
| 1.344521711 | 1 | |
| 1.314890293 | 1 |
METABOLITE 8
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62541012 |
| Minimum | -0.22356176 |
|---|---|
| Maximum | 1.2603071 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.6% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | -0.22356176 |
|---|---|
| 5-th percentile | 0.1301589 |
| Q1 | 0.41250287 |
| median | 0.66793719 |
| Q3 | 0.85513177 |
| 95-th percentile | 1.1027304 |
| Maximum | 1.2603071 |
| Range | 1.4838689 |
| Interquartile range (IQR) | 0.4426289 |
Descriptive statistics
| Standard deviation | 0.31908778 |
|---|---|
| Coefficient of variation (CV) | 0.51020566 |
| Kurtosis | -0.36007162 |
| Mean | 0.62541012 |
| Median Absolute Deviation (MAD) | 0.22747896 |
| Skewness | -0.1282078 |
| Sum | 39.400837 |
| Variance | 0.10181701 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8503277649 | 2 | 3.2% |
| 0.4404582373 | 1 | 1.6% |
| 1.219563792 | 1 | 1.6% |
| 0.7570396338 | 1 | 1.6% |
| 0.123016882 | 1 | 1.6% |
| 0.9094578234 | 1 | 1.6% |
| 0.3719182158 | 1 | 1.6% |
| 0.5319592418 | 1 | 1.6% |
| -0.223561757 | 1 | 1.6% |
| 1.102859764 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| -0.223561757 | 1 | |
| 0.07931222689 | 1 | |
| 0.123016882 | 1 | |
| 0.1274176614 | 1 | |
| 0.1548300331 | 1 | |
| 0.1665241093 | 1 | |
| 0.2386631908 | 1 | |
| 0.2602056146 | 1 | |
| 0.263541066 | 1 | |
| 0.2827378625 | 1 |
| Value | Count | Frequency (%) |
| 1.260307123 | 1 | |
| 1.221233127 | 1 | |
| 1.219563792 | 1 | |
| 1.102859764 | 1 | |
| 1.101566016 | 1 | |
| 1.100666264 | 1 | |
| 1.01239482 | 1 | |
| 0.9747052835 | 1 | |
| 0.9527431064 | 1 | |
| 0.9382930567 | 1 |
METABOLITE 9
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2423541 |
| Minimum | 0.32741782 |
|---|---|
| Maximum | 2.4246493 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | 0.32741782 |
|---|---|
| 5-th percentile | 0.59476902 |
| Q1 | 0.99395959 |
| median | 1.190196 |
| Q3 | 1.5252404 |
| 95-th percentile | 1.8927713 |
| Maximum | 2.4246493 |
| Range | 2.0972315 |
| Interquartile range (IQR) | 0.53128079 |
Descriptive statistics
| Standard deviation | 0.4187418 |
|---|---|
| Coefficient of variation (CV) | 0.3370551 |
| Kurtosis | 0.01458626 |
| Mean | 1.2423541 |
| Median Absolute Deviation (MAD) | 0.27970793 |
| Skewness | 0.2197144 |
| Sum | 78.268311 |
| Variance | 0.17534469 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9104880547 | 2 | 3.2% |
| 1.705456312 | 1 | 1.6% |
| 1.148468385 | 1 | 1.6% |
| 1.833443774 | 1 | 1.6% |
| 0.7016894266 | 1 | 1.6% |
| 1.736581489 | 1 | 1.6% |
| 0.7743998124 | 1 | 1.6% |
| 0.9205773494 | 1 | 1.6% |
| 1.03528029 | 1 | 1.6% |
| 2.424649291 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| 0.3274178215 | 1 | |
| 0.5021733563 | 1 | |
| 0.5318009802 | 1 | |
| 0.5930475822 | 1 | |
| 0.6102619113 | 1 | |
| 0.6245954498 | 1 | |
| 0.6926332642 | 1 | |
| 0.7016894266 | 1 | |
| 0.7665902962 | 1 | |
| 0.7743998124 | 1 |
| Value | Count | Frequency (%) |
| 2.424649291 | 1 | |
| 2.006175958 | 1 | |
| 1.956374199 | 1 | |
| 1.894714541 | 1 | |
| 1.875282028 | 1 | |
| 1.833443774 | 1 | |
| 1.826756332 | 1 | |
| 1.736581489 | 1 | |
| 1.705456312 | 1 | |
| 1.699792783 | 1 |
METABOLITE 10
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1932259 |
| Minimum | 0.2670208 |
|---|---|
| Maximum | 2.3749549 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | 0.2670208 |
|---|---|
| 5-th percentile | 0.60852653 |
| Q1 | 0.91571584 |
| median | 1.1074726 |
| Q3 | 1.4435588 |
| 95-th percentile | 1.8588647 |
| Maximum | 2.3749549 |
| Range | 2.1079341 |
| Interquartile range (IQR) | 0.52784296 |
Descriptive statistics
| Standard deviation | 0.41590822 |
|---|---|
| Coefficient of variation (CV) | 0.34855781 |
| Kurtosis | 0.087314065 |
| Mean | 1.1932259 |
| Median Absolute Deviation (MAD) | 0.25880267 |
| Skewness | 0.40190622 |
| Sum | 75.173235 |
| Variance | 0.17297965 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9148409446 | 2 | 3.2% |
| 1.615769905 | 1 | 1.6% |
| 1.023534561 | 1 | 1.6% |
| 1.796889974 | 1 | 1.6% |
| 0.7312540017 | 1 | 1.6% |
| 1.768543444 | 1 | 1.6% |
| 0.715195754 | 1 | 1.6% |
| 0.8486698946 | 1 | 1.6% |
| 0.8952580961 | 1 | 1.6% |
| 2.374954875 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| 0.2670207981 | 1 | |
| 0.4960677236 | 1 | |
| 0.6080727942 | 1 | |
| 0.6081129174 | 1 | |
| 0.6122490334 | 1 | |
| 0.6482799838 | 1 | |
| 0.6899459117 | 1 | |
| 0.692438447 | 1 | |
| 0.715195754 | 1 | |
| 0.7312540017 | 1 |
| Value | Count | Frequency (%) |
| 2.374954875 | 1 | |
| 2.068447447 | 1 | |
| 1.888541311 | 1 | |
| 1.859882498 | 1 | |
| 1.849704851 | 1 | |
| 1.821805169 | 1 | |
| 1.796889974 | 1 | |
| 1.768543444 | 1 | |
| 1.702748313 | 1 | |
| 1.615769905 | 1 |
METABOLITE 11
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8887854 |
| Minimum | -0.088224226 |
|---|---|
| Maximum | 1.8531871 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | 3.2% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | -0.088224226 |
|---|---|
| 5-th percentile | 0.15369534 |
| Q1 | 0.58773061 |
| median | 0.8524835 |
| Q3 | 1.2158811 |
| 95-th percentile | 1.6399599 |
| Maximum | 1.8531871 |
| Range | 1.9414113 |
| Interquartile range (IQR) | 0.6281505 |
Descriptive statistics
| Standard deviation | 0.44524315 |
|---|---|
| Coefficient of variation (CV) | 0.50095686 |
| Kurtosis | -0.1858926 |
| Mean | 0.8887854 |
| Median Absolute Deviation (MAD) | 0.30250764 |
| Skewness | 0.12432632 |
| Sum | 55.99348 |
| Variance | 0.19824146 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.8050952 | 2 | 3.2% |
| 0.08689345527 | 1 | 1.6% |
| 0.8106419898 | 1 | 1.6% |
| 0.4234352486 | 1 | 1.6% |
| 0.8469795714 | 1 | 1.6% |
| 0.3763952801 | 1 | 1.6% |
| 1.614496219 | 1 | 1.6% |
| 1.239796855 | 1 | 1.6% |
| 0.5810567919 | 1 | 1.6% |
| 0.5931478168 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| -0.08822422564 | 1 | |
| -0.07297774744 | 1 | |
| 0.08689345527 | 1 | |
| 0.1447927449 | 1 | |
| 0.2338186857 | 1 | |
| 0.3763952801 | 1 | |
| 0.3879272998 | 1 | |
| 0.4234352486 | 1 | |
| 0.4459865642 | 1 | |
| 0.5078308072 | 1 |
| Value | Count | Frequency (%) |
| 1.853187114 | 1 | |
| 1.8050952 | 2 | |
| 1.642789191 | 1 | |
| 1.614496219 | 1 | |
| 1.498424904 | 1 | |
| 1.468575874 | 1 | |
| 1.452456944 | 1 | |
| 1.452139187 | 1 | |
| 1.376807081 | 1 | |
| 1.324225383 | 1 |
METABOLITE 12
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0446786 |
| Minimum | 0.12922127 |
|---|---|
| Maximum | 4.4270479 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | 0.12922127 |
|---|---|
| 5-th percentile | 0.40495297 |
| Q1 | 0.87132542 |
| median | 1.9571121 |
| Q3 | 3.2611742 |
| 95-th percentile | 3.9684518 |
| Maximum | 4.4270479 |
| Range | 4.2978266 |
| Interquartile range (IQR) | 2.3898488 |
Descriptive statistics
| Standard deviation | 1.2656039 |
|---|---|
| Coefficient of variation (CV) | 0.61897449 |
| Kurtosis | -1.3497562 |
| Mean | 2.0446786 |
| Median Absolute Deviation (MAD) | 1.1628618 |
| Skewness | 0.2530058 |
| Sum | 128.81475 |
| Variance | 1.6017532 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.156737451 | 2 | 3.2% |
| 0.1292212727 | 1 | 1.6% |
| 0.4652429119 | 1 | 1.6% |
| 0.6682078702 | 1 | 1.6% |
| 3.551957424 | 1 | 1.6% |
| 0.7699194017 | 1 | 1.6% |
| 3.971197161 | 1 | 1.6% |
| 3.855269745 | 1 | 1.6% |
| 1.59032944 | 1 | 1.6% |
| 0.9074228015 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| 0.1292212727 | 1 | |
| 0.219430742 | 1 | |
| 0.3818458779 | 1 | |
| 0.4038764435 | 1 | |
| 0.4146417386 | 1 | |
| 0.4652429119 | 1 | |
| 0.5911517922 | 1 | |
| 0.6682078702 | 1 | |
| 0.6775884015 | 1 | |
| 0.6782741967 | 1 |
| Value | Count | Frequency (%) |
| 4.427047886 | 1 | |
| 4.080044389 | 1 | |
| 4.070067052 | 1 | |
| 3.971197161 | 1 | |
| 3.943743221 | 1 | |
| 3.898298483 | 1 | |
| 3.855269745 | 1 | |
| 3.82597061 | 1 | |
| 3.64229662 | 1 | |
| 3.617075873 | 1 |
METABOLITE 13
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0748521 |
| Minimum | 0.013354043 |
|---|---|
| Maximum | 4.3240015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | 0.013354043 |
|---|---|
| 5-th percentile | 0.37509369 |
| Q1 | 0.84891921 |
| median | 2.1117482 |
| Q3 | 3.3136356 |
| 95-th percentile | 4.0252367 |
| Maximum | 4.3240015 |
| Range | 4.3106475 |
| Interquartile range (IQR) | 2.4647164 |
Descriptive statistics
| Standard deviation | 1.3229247 |
|---|---|
| Coefficient of variation (CV) | 0.63759954 |
| Kurtosis | -1.3901066 |
| Mean | 2.0748521 |
| Median Absolute Deviation (MAD) | 1.2508419 |
| Skewness | 0.19236091 |
| Sum | 130.71568 |
| Variance | 1.7501298 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.152552766 | 2 | 3.2% |
| 0.08275708359 | 1 | 1.6% |
| 0.4508390168 | 1 | 1.6% |
| 0.5536602937 | 1 | 1.6% |
| 3.74283179 | 1 | 1.6% |
| 0.745220536 | 1 | 1.6% |
| 4.06781263 | 1 | 1.6% |
| 3.988787131 | 1 | 1.6% |
| 1.707582289 | 1 | 1.6% |
| 0.9166664347 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| 0.01335404341 | 1 | |
| 0.08275708359 | 1 | |
| 0.3128119535 | 1 | |
| 0.3750904271 | 1 | |
| 0.375123032 | 1 | |
| 0.4508390168 | 1 | |
| 0.5013518912 | 1 | |
| 0.5205206693 | 1 | |
| 0.5536602937 | 1 | |
| 0.5786842961 | 1 |
| Value | Count | Frequency (%) |
| 4.324001509 | 1 | |
| 4.273676468 | 1 | |
| 4.06781263 | 1 | |
| 4.02548252 | 1 | |
| 4.023024185 | 1 | |
| 3.991449882 | 1 | |
| 3.988787131 | 1 | |
| 3.916346157 | 1 | |
| 3.74283179 | 1 | |
| 3.721474999 | 1 |
METABOLITE 14
Real number (ℝ)
HIGH CORRELATION
| Distinct | 62 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.065536 |
| Minimum | 0.11781349 |
|---|---|
| Maximum | 2.2196735 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1008.0 B |
Quantile statistics
| Minimum | 0.11781349 |
|---|---|
| 5-th percentile | 0.31698816 |
| Q1 | 0.66029079 |
| median | 1.0815705 |
| Q3 | 1.3610172 |
| 95-th percentile | 1.714675 |
| Maximum | 2.2196735 |
| Range | 2.10186 |
| Interquartile range (IQR) | 0.70072642 |
Descriptive statistics
| Standard deviation | 0.45644955 |
|---|---|
| Coefficient of variation (CV) | 0.42837555 |
| Kurtosis | -0.41967244 |
| Mean | 1.065536 |
| Median Absolute Deviation (MAD) | 0.34470156 |
| Skewness | 0.089290969 |
| Sum | 67.128765 |
| Variance | 0.20834619 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.081570539 | 2 | 3.2% |
| 0.1178134885 | 1 | 1.6% |
| 0.4081562018 | 1 | 1.6% |
| 0.424662783 | 1 | 1.6% |
| 1.719948651 | 1 | 1.6% |
| 0.8078857162 | 1 | 1.6% |
| 1.303957758 | 1 | 1.6% |
| 0.9472256032 | 1 | 1.6% |
| 1.931235895 | 1 | 1.6% |
| 0.8562774188 | 1 | 1.6% |
| Other values (52) | 52 |
| Value | Count | Frequency (%) |
| 0.1178134885 | 1 | |
| 0.2250277419 | 1 | |
| 0.3033446822 | 1 | |
| 0.3068583771 | 1 | |
| 0.4081562018 | 1 | |
| 0.424662783 | 1 | |
| 0.4989354312 | 1 | |
| 0.5446058994 | 1 | |
| 0.5714940241 | 1 | |
| 0.5940008281 | 1 |
| Value | Count | Frequency (%) |
| 2.219673494 | 1 | |
| 1.939931371 | 1 | |
| 1.931235895 | 1 | |
| 1.719948651 | 1 | |
| 1.66721243 | 1 | |
| 1.648141719 | 1 | |
| 1.609521448 | 1 | |
| 1.58428774 | 1 | |
| 1.562883935 | 1 | |
| 1.562509755 | 1 |
TYPE
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1008.0 B |
| MENINGIOMA | |
|---|---|
| ASTROCYTOMA | |
| GLIOBLASTOMA |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 10.603175 |
| Min length | 10 |
Characters and Unicode
| Total characters | 668 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ASTROCYTOMA |
|---|---|
| 2nd row | MENINGIOMA |
| 3rd row | ASTROCYTOMA |
| 4th row | MENINGIOMA |
| 5th row | MENINGIOMA |
Common Values
| Value | Count | Frequency (%) |
| MENINGIOMA | 36 | |
| ASTROCYTOMA | 16 | |
| GLIOBLASTOMA | 11 | 17.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| meningioma | 36 | |
| astrocytoma | 16 | |
| glioblastoma | 11 | 17.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 99 | |
| O | 90 | |
| A | 90 | |
| I | 83 | |
| N | 72 | |
| G | 47 | |
| T | 43 | |
| E | 36 | 5.4% |
| S | 27 | 4.0% |
| L | 22 | 3.3% |
| Other values (4) | 59 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 668 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 99 | |
| O | 90 | |
| A | 90 | |
| I | 83 | |
| N | 72 | |
| G | 47 | |
| T | 43 | |
| E | 36 | 5.4% |
| S | 27 | 4.0% |
| L | 22 | 3.3% |
| Other values (4) | 59 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 668 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 99 | |
| O | 90 | |
| A | 90 | |
| I | 83 | |
| N | 72 | |
| G | 47 | |
| T | 43 | |
| E | 36 | 5.4% |
| S | 27 | 4.0% |
| L | 22 | 3.3% |
| Other values (4) | 59 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 668 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 99 | |
| O | 90 | |
| A | 90 | |
| I | 83 | |
| N | 72 | |
| G | 47 | |
| T | 43 | |
| E | 36 | 5.4% |
| S | 27 | 4.0% |
| L | 22 | 3.3% |
| Other values (4) | 59 |
| METABOLITE 0 | METABOLITE 1 | METABOLITE 2 | METABOLITE 3 | METABOLITE 4 | METABOLITE 5 | METABOLITE 6 | METABOLITE 7 | METABOLITE 8 | METABOLITE 9 | METABOLITE 10 | METABOLITE 11 | METABOLITE 12 | METABOLITE 13 | METABOLITE 14 | TYPE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| METABOLITE 0 | 1.000 | 0.810 | 0.715 | 0.702 | 0.685 | 0.696 | 0.668 | 0.662 | 0.607 | 0.476 | 0.517 | -0.489 | -0.772 | -0.775 | -0.581 | 0.193 |
| METABOLITE 1 | 0.810 | 1.000 | 0.803 | 0.796 | 0.808 | 0.772 | 0.731 | 0.684 | 0.681 | 0.519 | 0.567 | -0.478 | -0.752 | -0.763 | -0.585 | 0.367 |
| METABOLITE 2 | 0.715 | 0.803 | 1.000 | 0.992 | 0.819 | 0.841 | 0.869 | 0.889 | 0.636 | 0.638 | 0.691 | -0.566 | -0.818 | -0.823 | -0.625 | 0.443 |
| METABOLITE 3 | 0.702 | 0.796 | 0.992 | 1.000 | 0.819 | 0.849 | 0.875 | 0.889 | 0.649 | 0.632 | 0.684 | -0.566 | -0.808 | -0.816 | -0.636 | 0.448 |
| METABOLITE 4 | 0.685 | 0.808 | 0.819 | 0.819 | 1.000 | 0.786 | 0.710 | 0.716 | 0.761 | 0.461 | 0.508 | -0.351 | -0.721 | -0.736 | -0.716 | 0.443 |
| METABOLITE 5 | 0.696 | 0.772 | 0.841 | 0.849 | 0.786 | 1.000 | 0.967 | 0.788 | 0.722 | 0.656 | 0.691 | -0.539 | -0.784 | -0.787 | -0.602 | 0.431 |
| METABOLITE 6 | 0.668 | 0.731 | 0.869 | 0.875 | 0.710 | 0.967 | 1.000 | 0.816 | 0.653 | 0.689 | 0.728 | -0.572 | -0.763 | -0.762 | -0.520 | 0.434 |
| METABOLITE 7 | 0.662 | 0.684 | 0.889 | 0.889 | 0.716 | 0.788 | 0.816 | 1.000 | 0.655 | 0.664 | 0.708 | -0.481 | -0.740 | -0.752 | -0.578 | 0.343 |
| METABOLITE 8 | 0.607 | 0.681 | 0.636 | 0.649 | 0.761 | 0.722 | 0.653 | 0.655 | 1.000 | 0.589 | 0.618 | -0.163 | -0.587 | -0.614 | -0.574 | 0.358 |
| METABOLITE 9 | 0.476 | 0.519 | 0.638 | 0.632 | 0.461 | 0.656 | 0.689 | 0.664 | 0.589 | 1.000 | 0.972 | -0.383 | -0.601 | -0.594 | -0.344 | 0.244 |
| METABOLITE 10 | 0.517 | 0.567 | 0.691 | 0.684 | 0.508 | 0.691 | 0.728 | 0.708 | 0.618 | 0.972 | 1.000 | -0.393 | -0.636 | -0.631 | -0.396 | 0.235 |
| METABOLITE 11 | -0.489 | -0.478 | -0.566 | -0.566 | -0.351 | -0.539 | -0.572 | -0.481 | -0.163 | -0.383 | -0.393 | 1.000 | 0.677 | 0.644 | 0.343 | 0.363 |
| METABOLITE 12 | -0.772 | -0.752 | -0.818 | -0.808 | -0.721 | -0.784 | -0.763 | -0.740 | -0.587 | -0.601 | -0.636 | 0.677 | 1.000 | 0.995 | 0.675 | 0.408 |
| METABOLITE 13 | -0.775 | -0.763 | -0.823 | -0.816 | -0.736 | -0.787 | -0.762 | -0.752 | -0.614 | -0.594 | -0.631 | 0.644 | 0.995 | 1.000 | 0.704 | 0.468 |
| METABOLITE 14 | -0.581 | -0.585 | -0.625 | -0.636 | -0.716 | -0.602 | -0.520 | -0.578 | -0.574 | -0.344 | -0.396 | 0.343 | 0.675 | 0.704 | 1.000 | 0.459 |
| TYPE | 0.193 | 0.367 | 0.443 | 0.448 | 0.443 | 0.431 | 0.434 | 0.343 | 0.358 | 0.244 | 0.235 | 0.363 | 0.408 | 0.468 | 0.459 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| METABOLITE 0 | METABOLITE 1 | METABOLITE 2 | METABOLITE 3 | METABOLITE 4 | METABOLITE 5 | METABOLITE 6 | METABOLITE 7 | METABOLITE 8 | METABOLITE 9 | METABOLITE 10 | METABOLITE 11 | METABOLITE 12 | METABOLITE 13 | METABOLITE 14 | TYPE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 61 | 1.150105 | 1.472485 | 1.578141 | 1.663691 | 1.263097 | 1.429757 | 1.508980 | 1.361281 | 0.952743 | 1.263655 | 1.097508 | -0.072978 | 0.219431 | 0.013354 | 0.306858 | ASTROCYTOMA |
| 28 | 1.556792 | 1.261885 | 1.779193 | 1.656693 | 0.894353 | 1.886707 | 2.032128 | 1.261899 | 0.752534 | 1.894715 | 1.859882 | 0.527413 | 0.794250 | 0.860906 | 0.943798 | MENINGIOMA |
| 64 | 1.272764 | 1.455111 | 1.594230 | 1.619219 | 1.026045 | 2.105736 | 2.226298 | 1.209057 | 1.012395 | 1.546567 | 1.527133 | 0.840955 | 0.678274 | 0.604255 | 0.750615 | ASTROCYTOMA |
| 31 | 0.582453 | 0.727079 | 0.498223 | 0.410044 | 0.218067 | 0.777048 | 0.764148 | 0.377180 | 0.441064 | 1.003831 | 0.854481 | 1.216716 | 3.539110 | 3.686128 | 1.462321 | MENINGIOMA |
| 40 | 1.756200 | 2.044287 | 2.661106 | 2.474772 | 1.645550 | 1.341246 | 1.505280 | 1.194408 | 0.828841 | 1.380830 | 1.431995 | 0.233819 | 0.403876 | 0.312812 | 0.225028 | MENINGIOMA |
| 44 | 0.157940 | 0.240733 | 0.103523 | 0.089022 | 0.052110 | 0.380815 | 0.354491 | 0.294796 | 0.296030 | 0.766590 | 0.689946 | 1.324225 | 3.825971 | 3.916346 | 1.477651 | MENINGIOMA |
| 88 | 1.648198 | 1.965646 | 0.913688 | 0.925384 | 1.040036 | 1.344963 | 1.313133 | 0.635587 | 0.974705 | 1.477950 | 1.421918 | 0.643054 | 1.233130 | 1.254060 | 1.052289 | GLIOBLASTOMA |
| 60 | 1.277040 | 1.472788 | 1.431638 | 1.293281 | 0.753037 | 1.564167 | 1.963852 | 1.648491 | 0.703161 | 1.481737 | 1.349304 | 0.144793 | 1.389474 | 1.489618 | 0.979590 | ASTROCYTOMA |
| 79 | -0.255705 | 1.296887 | 0.828982 | 0.805937 | 0.855680 | 1.440373 | 1.342272 | 0.373415 | 0.859936 | 1.557535 | 1.536873 | 0.804493 | 1.419039 | 1.460786 | 0.943078 | GLIOBLASTOMA |
| 68 | 0.750580 | 0.916141 | 0.978302 | 0.952183 | 0.700552 | 1.162882 | 1.475021 | 0.764955 | 0.710555 | 1.357027 | 1.323190 | 1.215046 | 2.590650 | 2.526095 | 1.264971 | ASTROCYTOMA |
| METABOLITE 0 | METABOLITE 1 | METABOLITE 2 | METABOLITE 3 | METABOLITE 4 | METABOLITE 5 | METABOLITE 6 | METABOLITE 7 | METABOLITE 8 | METABOLITE 9 | METABOLITE 10 | METABOLITE 11 | METABOLITE 12 | METABOLITE 13 | METABOLITE 14 | TYPE | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 50 | 0.431874 | 0.845360 | 0.563195 | 0.396992 | 0.605203 | 1.031223 | 1.034079 | 0.994747 | 0.672838 | 1.269748 | 1.203362 | 1.853187 | 2.381624 | 2.246318 | 1.255168 | MENINGIOMA |
| 41 | 0.546776 | 0.424669 | 0.600414 | 0.556237 | 0.348884 | 0.604697 | 0.577889 | 0.506282 | 0.564180 | 0.995652 | 1.045261 | 1.130381 | 2.876786 | 3.147857 | 1.168127 | MENINGIOMA |
| 78 | 1.372217 | 2.117729 | 1.772578 | 1.751904 | 1.722431 | 1.943677 | 1.791692 | 0.950473 | 0.788274 | 1.080565 | 1.024786 | 0.387927 | 0.805025 | 0.832744 | 0.657418 | GLIOBLASTOMA |
| 57 | 1.036556 | 1.421654 | 2.184148 | 2.016851 | 1.186320 | 2.144022 | 2.352051 | 0.983673 | 1.101566 | 1.544975 | 1.464580 | 0.657484 | 0.591152 | 0.520521 | 0.544606 | ASTROCYTOMA |
| 53 | 1.262296 | 1.081510 | 1.446245 | 1.401387 | 0.937340 | 1.511968 | 1.640386 | 1.094929 | 0.667937 | 1.057515 | 1.079977 | 0.507831 | 0.414642 | 0.375090 | 0.303345 | ASTROCYTOMA |
| 77 | 1.339147 | 1.602432 | 1.078256 | 1.093609 | 1.160676 | 2.019297 | 1.974420 | 1.213909 | 1.221233 | 1.146203 | 1.149894 | 0.952922 | 1.124293 | 1.074225 | 0.822696 | GLIOBLASTOMA |
| 67 | 0.895152 | 0.666395 | 0.634720 | 0.472915 | 0.232807 | 0.458158 | 0.549549 | 0.172882 | 0.079312 | 1.186282 | 0.935168 | 0.629220 | 1.314187 | 1.440404 | 1.250559 | ASTROCYTOMA |
| 37 | -0.024316 | 0.119473 | 0.044510 | -0.015267 | 0.042226 | 0.069468 | 0.094288 | 0.138418 | 0.238663 | 0.502173 | 0.648280 | 1.498425 | 3.274877 | 3.309650 | 1.186551 | MENINGIOMA |
| 70 | 1.273695 | 1.722966 | 1.837393 | 1.792850 | 1.044082 | 2.205617 | 2.423556 | 1.264838 | 0.726935 | 1.551482 | 1.461106 | 0.546657 | 0.695401 | 0.501352 | 0.629976 | ASTROCYTOMA |
| 2 | 1.452870 | 1.152910 | 0.647735 | 0.622494 | 0.648020 | 0.826787 | 0.797439 | 0.695269 | 0.850328 | 0.910488 | 0.914841 | 1.805095 | 2.156737 | 2.152553 | 1.081571 | MENINGIOMA |
Most frequently occurring
| METABOLITE 0 | METABOLITE 1 | METABOLITE 2 | METABOLITE 3 | METABOLITE 4 | METABOLITE 5 | METABOLITE 6 | METABOLITE 7 | METABOLITE 8 | METABOLITE 9 | METABOLITE 10 | METABOLITE 11 | METABOLITE 12 | METABOLITE 13 | METABOLITE 14 | TYPE | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.45287 | 1.15291 | 0.647735 | 0.622494 | 0.64802 | 0.826787 | 0.797439 | 0.695269 | 0.850328 | 0.910488 | 0.914841 | 1.805095 | 2.156737 | 2.152553 | 1.081571 | MENINGIOMA | 2 |